How This Site Is Built
The architecture behind kkout.dev: Astro content collections with typed project references, Tailwind v4 design tokens, a Cloudflare deploy, and what adding a client router actually cost.
Blog
Notes on enterprise systems, AI products, and what I learn building them.
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astro 1 build-in-public 1 cloudflare 1 machine-learning 1 mlops 1 python 1 tailwind 1 typescript 1
The Threshold Mattered More Than the Model
An MSc thesis on card fraud detection over 590,540 IEEE-CIS transactions: leakage-safe chronological evaluation, bootstrap confidence intervals that changed the conclusion, SHAP feature reduction, and why one hand-picked number moved the system further than the model choice did.